Image-to-text conversion is a captivating field within artificial intelligence which seeks to decipher the visual world and express its essence in textual form. This transformative process empowers computers to analyze images, detect objects and scenes, and generate coherent descriptions. By bridging the gap between sight and language, image-to-tex